Table 1.
Classification performance comparison.
| Approach | Align | Augment | Accuracy | Precision | Recall |
|---|---|---|---|---|---|
| DL | Yes | No | 0.7239 (+− 0.1837 ) | 0.7526 (+− 0.2139 ) | 0.7353 (+− 0.3215 ) |
| DL | Yes | Yes | 0.7051 (+− 0.1855) | 0.7725 (+− 0.2385 ) | 0.6853 (+− 0.3195) |
| DL | No | No | 0.7360 (+− 0.1782) | 0.8186 (+− 0.2045) | 0.7010 (+− 0.2889 ) |
| DL | No | Yes | 0.7344 (+− 0.1780 ) | 0.84512 (+− 0.1948 ) | 0.6636 (+− 0.3614 ) |
| LDM | Yes | No | 0.7196 (+− 0.1464) | 0.7441 (+− 0.1600) | 0.7457 (+− 0.1943) |
| LDM | Yes | Yes | 0.7239 (+− 0.1290) | 0.7315 (+− 0.1451) | 0.7512 (+− 0.1955) |
| LDM | No | No | 0.6747 (+− 0.1151) | 0.7056 (+− 0.1442) | 0.6892 (+− 0.2639) |
| LDM | No | Yes | 0.6805 (+− 0.1087) | 0.6807 (+− 0.1103) | 0.6933 (+− 0.2278) |